Various Defect Detection Approaches in Fabric Images - A Review

Authors(3) :-M. Fathu Nisha, Dr. P. Vasuki, Dr. S. Mohamed Mansoor Roomi

Fabric defect detection is a necessary and essential step of quality control in the textile manufacturing industry. This paper has been reviewed the various fabric defect detection methods of statistical, spectral, model based and structural approaches. This paper has been presented the survey on types of defects, detection accuracy, performance metric and inference from recent publications. This paper shall benefit researchers and practitioners in image processing and computer vision fields in understanding the characteristics of the different defect detection approaches.The conclusion from this paper suggest that the pulse coupled neural network (PCNN) approach is better detection accuracy than the other methods and is suggested for further research.

Authors and Affiliations

M. Fathu Nisha
ECE, K.L.N.College of Information Technology, Madurai, Tamil Nadu, India
Dr. P. Vasuki
ECE, K.L.N.College of Information Technology, Madurai, Tamil Nadu, India
Dr. S. Mohamed Mansoor Roomi
ECE, Thiagarajar college of Engineering, Madurai, Tamil Nadu, India

Quality control; fabric Inspection; Automated Defect Detection;

  1. Yundong?? Li,?? Weigang?? Zhao,?? Jiahao?? Pan, "Deformable? Patterned Fabric Defect Detection with Fisher?? Criterion?? Based?? Deep?? Learning,?? IEEE Transactions on Automation Science and Engineering. (2016), 1545-5955,.
  2. Le?? Tong,?? W.K.Wong,?? C.K.Kwong.?? 2016 "Differential evolution based optimal Gabor Filter model for fabric Inspection”, ELSEVIER, (2016), 0925-2312.
  3. Junfeng?? Jing,?? Xiaoting?? Fan,?? Penegfei?? Li, "Automated Fabric Defect Detection based on Multiple Gabor Filters and KPCA”, International journal of Multimedia and Ubiquitous Engineering.(2016),Vol.11, No.6, pp.93-106
  4. Georg Bardi, Andreas Nocke, Chokri Cherif, Matthias Poch, Martin Schulze, Henning Heuer, Marko Schiller, Richard Kupke, Marcus Klein, "Automated detection of Yarn orientation in 3D-draped carbon fiber fabrics and performs from eddy current data”, Elsevier, 312-324, 2016.
  5. Akshay v.Nalawade, Pramod H.Narkhede, Swapnil B.Hande, Ganesh K.Sarade, Ranjeet S.Pisal, "Fabric Inspection System using Artificial Neural Networks”, International Journal of Advanced Research in Electronics and Communication Engineering(IJARECE),Vol.5, Issue 1, 2016.
  6. Bhavini? Patel,? Hetal? Bhaidasna, ?"Survey? on Different Methods for Defect etection”, International Research Journal of Engineering and Technology (IRJET), Vol.03, Issue:02, 2016.
  7. GangandeepSingh,? Gurpadam? Singh,? Mandeep Kaur, "Fabric defect detection using series of Image Processing Algorithm & ANN Operation”, Global Journal of Computers & Technology , Vol.4, No.2,ISSN:2394-501X, 2016.
  8. M.Aksha, V.Nalawade, Mr.Pramod H.Narkhede,? Mr.Swapnil B.Hande, "Fabric Inspection System using Artificial Neural Networks”, International Journal of? ?Advanced Research in Electronics and Communication Engineering (IJARECE), Vol.5, Issue 1, 2016.
  9. Prasad? Dakhole,? Shruti? kalode,? Ankit? Patel, "Fabric Fault Detection Using Image Processing Matlab” , International Journal for Emerging Trends in Engineering and Management Research(IJETEMR), -Volume II issue 1-21st January 2016.
  10. Dorian Schneider, Dorit Merhof, "Blind weave detection for woven ”, Industrial and commercial application , springer, Pattern Anal Applic 18:725-737, 2015.
  11. I Gede Surya Rahayuda, "Texture Analysis on Image Motif of Endek Bali using K-Nearest Neighbor Classification Method”, International Journal of Advanced Computer Science and Applications, Vol.6, No.9, 2015.
  12. Priyanka Vyas, Manish Kakhani, "Fabric fault processing using image processing techniques”, International Journal of Multi disciplinary Research and Development , 2(2),29-31, 2015.
  13. Tiwari,? Gaurav? Sharma,? "Automatic? Fabric Fault Detection Using Morphological Operations on Bit Plane”, International Journal of computer science and Network Security,Vol.15, No.10, 2015.
  14. Halil Ibrahim Celik, Mehmet Topalbekroglu, L.Canan Dulger, "Real Time Denim Fabric Inspection Using Image Analysis”, Fibers and Textiles in Eastern Europe,23, 3(111):85-90, 2015.
  15. Lei zhang, Junfeng Jing, Hongwei Zhang, "Fabric defect Classification Based on LBP and GLCM”, Journal of Fiber Bioengineering and Informatics 8:1, 81-89, 2015.
  16. Sudarshan Deshmukh.S, Raut.S, Birdar.M.S., "Defect?? Detection? of?? regular? patterned? fabric? by spectral estimation technique and rough set classifier”, Proceedings of 45th IRF International conference , 978-93-85832-70-3, 2015.
  17. Tiangpeng Feng, Iian Zou, Jia Yan, Wenxuan Shi, Yifeng Liu,Clien Fan, Dexiang Deng, "Real time Fabric Defect Detection Using Accelerated Small Scale Over completed Dicitonary of Sparse Coding”, International Journal of Advanced Robotic Systems, 13:1 Idoi: 10.5772/62058, 2015.
  18. Tianpeng Fen, Lian Zou, Jia Yan,Wenxuan shi, Yifeng? Liu,Cien? Fan,? Dexiang? Deng,? "Real? time Fabric defect detection using accelerated small scale over completed dictionary of sparse coding ”, International Journal of Advanced Robotic Systems, 2015.
  19. Dandan ZHU, Ruru PAN, Wiedong GIO, Jie ZHANG, "Yarn Dyed fabric defect detection based on Autocorrelation function and GLCM”, AUTEX Research Journal, DOI:1o.1515, 2015.
  20. Shweta Loonkar, Dr.dhirendra Mishra, "A Survey-Defect Detection and Classification for Fabric?? Texture?? Defects?? in?? Textile?? Industry”, International Journal of Computer Science and Information Security(IJCSIS), Vol.13,No.5, 2015.
  21. Kumar Boyat, Brijendra Kumar Joshi, "A Review Paper: Noise Models in Digital Processing”, Signal & Image Processing: An International Journal (SIPIJ), vol.6, No.2, 2015.
  22. Reza? Ghazi? saeidi,? Amar? Oukil,? Gholam R.Amin, Sadigh Raissi, "Prioritization of textile fabric defects using ordered weighted averaging operator”, SPRINGER, 76:745-752, 2015.
  23. Michael K.Ng, Henry Y.T.Ngan, Senior Member, IEEE, Xiaoming Yuan, Wenxing Zhang, "Patterned Fabric Inspection and Visualization by the method of Image decomposition”, IEEE Transactons on Automation Science and Engineering, Vol.11, No.3,2014.
  24. H.Ibrahim? Celik,? L.Cannan? Dulger? Mehmet Topalbekiroglu "Fabric Defect Detection Using Linear Filtering and Morphological operations”, Indian Journal of Fibre & Textile Research, Vol.39, pp.254-259, 2014.

Publication Details

Published in : Volume 3 | Issue 5 | May-June 2017
Date of Publication : 2017-04-30
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 95-100
Manuscript Number : ICASCT2516
Publisher : Technoscience Academy

Print ISSN : 2395-6011, Online ISSN : 2395-602X

Cite This Article :

M. Fathu Nisha, Dr. P. Vasuki, Dr. S. Mohamed Mansoor Roomi, " Various Defect Detection Approaches in Fabric Images - A Review, International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X, Volume 3, Issue 5, pp.95-100, May-June-2017. Available at doi : 10.32628/ICASCT2516
Journal URL : http://ijsrst.com/ICASCT2516

Article Preview

Contact Us